{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Missing Values Visualizer Examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "\n",
    "%autoreload 2\n",
    "\n",
    "import sys\n",
    "sys.path.append(\"./../..\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext yellowbrick\n",
    "%matplotlib inline\n",
    "# Imports\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "from sklearn.preprocessing import OneHotEncoder\n",
    "from yellowbrick.contrib.missing import MissingValuesDispersion, MissingValuesBar\n",
    "from sklearn.datasets import make_classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Use the Horse Colic Data Set \n",
    "\n",
    "Contains natural missing values in data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = pd.read_csv(\"./horse-colic.attrs\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://archive.ics.uci.edu/ml/machine-learning-databases/horse-colic/horse-colic.data'\n",
    "\n",
    "# Retrieve Data Set\n",
    "df = pd.read_csv(url, delim_whitespace=True)\n",
    "df.columns = headers.Attribute.values\n",
    "df.replace(to_replace=\"?\", value=np.nan, inplace=True,)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.drop(['cp_data'], axis=1)\n",
    "y = df['cp_data']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Missing Values Dispersion Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes=['sick', 'healthy']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### No target y passed in, produces mono-color chat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz = MissingValuesDispersion(classes=classes)\n",
    "viz.fit(X)\n",
    "viz.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target y passed in, produces Dispersion chart with elements colored by target variable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "viz = MissingValuesDispersion(classes=classes)\n",
    "viz.fit(X, y=y)\n",
    "viz.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Missing Values Bar Chart\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### No target y passed in, produces mono-color bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = MissingValuesBar(classes=classes)\n",
    "oz.fit(X)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target y passed in, produces stacked bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oz = MissingValuesBar(classes=classes)\n",
    "oz.fit(X, y=y)\n",
    "oz.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
